Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 891 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 90.6 KiB |
| Average record size in memory | 104.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 7 |
Name has a high cardinality: 891 distinct values | High cardinality |
Ticket has a high cardinality: 681 distinct values | High cardinality |
SibSp is highly overall correlated with FamilySize | High correlation |
Parch is highly overall correlated with FamilySize | High correlation |
Fare is highly overall correlated with FamilySize | High correlation |
FamilySize is highly overall correlated with SibSp and 2 other fields | High correlation |
Survived is highly overall correlated with Sex and 1 other fields | High correlation |
Sex is highly overall correlated with Survived and 1 other fields | High correlation |
Title is highly overall correlated with Survived and 1 other fields | High correlation |
PassengerId is uniformly distributed | Uniform |
Name is uniformly distributed | Uniform |
Ticket is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-30 02:50:31.047953 |
|---|---|
| Analysis finished | 2023-04-30 02:50:47.991242 |
| Duration | 16.94 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
PassengerId
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 599 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Pclass
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 891 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 891 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Name
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Braund, Mr. Owen Harris | 1 |
|---|---|
| Boulos, Mr. Hanna | 1 |
| Frolicher-Stehli, Mr. Maxmillian | 1 |
| Gilinski, Mr. Eliezer | 1 |
| Murdlin, Mr. Joseph | 1 |
| Other values (886) |
Length
| Max length | 82 |
|---|---|
| Median length | 52 |
| Mean length | 26.965208 |
| Min length | 12 |
Characters and Unicode
| Total characters | 24026 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 891 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
Common Values
| Value | Count | Frequency (%) |
| Braund, Mr. Owen Harris | 1 | 0.1% |
| Boulos, Mr. Hanna | 1 | 0.1% |
| Frolicher-Stehli, Mr. Maxmillian | 1 | 0.1% |
| Gilinski, Mr. Eliezer | 1 | 0.1% |
| Murdlin, Mr. Joseph | 1 | 0.1% |
| Rintamaki, Mr. Matti | 1 | 0.1% |
| Stephenson, Mrs. Walter Bertram (Martha Eustis) | 1 | 0.1% |
| Elsbury, Mr. William James | 1 | 0.1% |
| Bourke, Miss. Mary | 1 | 0.1% |
| Chapman, Mr. John Henry | 1 | 0.1% |
| Other values (881) | 881 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 182 | 5.0% |
| mrs | 129 | 3.6% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| george | 24 | 0.7% |
| james | 24 | 0.7% |
| charles | 23 | 0.6% |
| Other values (1515) | 2538 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15446 | |
| Uppercase Letter | 3645 | 15.2% |
| Space Separator | 2735 | 11.4% |
| Other Punctuation | 1899 | 7.9% |
| Close Punctuation | 144 | 0.6% |
| Open Punctuation | 144 | 0.6% |
| Dash Punctuation | 13 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1958 | |
| e | 1703 | |
| a | 1657 | |
| i | 1325 | |
| n | 1304 | |
| s | 1297 | |
| l | 1067 | 6.9% |
| o | 1008 | 6.5% |
| t | 667 | 4.3% |
| h | 517 | 3.3% |
| Other values (16) | 2943 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1128 | |
| A | 250 | 6.9% |
| J | 215 | 5.9% |
| H | 203 | 5.6% |
| S | 180 | 4.9% |
| C | 172 | 4.7% |
| E | 166 | 4.6% |
| W | 143 | 3.9% |
| B | 140 | 3.8% |
| L | 129 | 3.5% |
| Other values (15) | 919 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 892 | |
| , | 891 | |
| " | 106 | 5.6% |
| ' | 9 | 0.5% |
| / | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 2735 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 144 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 144 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 13 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19091 | |
| Common | 4935 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1958 | 10.3% |
| e | 1703 | 8.9% |
| a | 1657 | 8.7% |
| i | 1325 | 6.9% |
| n | 1304 | 6.8% |
| s | 1297 | 6.8% |
| M | 1128 | 5.9% |
| l | 1067 | 5.6% |
| o | 1008 | 5.3% |
| t | 667 | 3.5% |
| Other values (41) | 5977 |
Common
| Value | Count | Frequency (%) |
| 2735 | ||
| . | 892 | 18.1% |
| , | 891 | 18.1% |
| ) | 144 | 2.9% |
| ( | 144 | 2.9% |
| " | 106 | 2.1% |
| - | 13 | 0.3% |
| ' | 9 | 0.2% |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24026 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4192 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4192 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4192 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4192 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Age
Real number (ℝ)
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.361582 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 28 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.019697 |
|---|---|
| Coefficient of variation (CV) | 0.44342625 |
| Kurtosis | 0.99387102 |
| Mean | 29.361582 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.51024466 |
| Sum | 26161.17 |
| Variance | 169.5125 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 202 | |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 19 | 25 | 2.8% |
| 30 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| 36 | 22 | 2.5% |
| 29 | 20 | 2.2% |
| Other values (78) | 467 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.75 | 2 | 0.2% |
| 0.83 | 2 | 0.2% |
| 0.92 | 1 | 0.1% |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70.5 | 1 | 0.1% |
| 70 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 |
SibSp
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
Parch
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
Ticket
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 681 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 347082 | 7 |
|---|---|
| CA. 2343 | 7 |
| 1601 | 7 |
| 3101295 | 6 |
| CA 2144 | 6 |
| Other values (676) |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.7508418 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6015 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.4% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
Common Values
| Value | Count | Frequency (%) |
| 347082 | 7 | 0.8% |
| CA. 2343 | 7 | 0.8% |
| 1601 | 7 | 0.8% |
| 3101295 | 6 | 0.7% |
| CA 2144 | 6 | 0.7% |
| 347088 | 6 | 0.7% |
| S.O.C. 14879 | 5 | 0.6% |
| 382652 | 5 | 0.6% |
| LINE | 4 | 0.4% |
| PC 17757 | 4 | 0.4% |
| Other values (671) | 834 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| ston/o | 12 | 1.1% |
| 2 | 12 | 1.1% |
| sc/paris | 9 | 0.8% |
| w./c | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| 347082 | 7 | 0.6% |
| Other values (709) | 955 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4808 | |
| Uppercase Letter | 652 | 10.8% |
| Other Punctuation | 295 | 4.9% |
| Space Separator | 239 | 4.0% |
| Lowercase Letter | 21 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 6.1% |
| T | 36 | 5.5% |
| W | 16 | 2.5% |
| Q | 15 | 2.3% |
| I | 11 | 1.7% |
| Other values (6) | 29 | 4.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.9% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6 | |
| s | 5 | |
| r | 4 | |
| i | 4 | |
| l | 1 | 4.8% |
| e | 1 | 4.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 197 | |
| / | 98 |
Space Separator
| Value | Count | Frequency (%) |
| 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5342 | |
| Latin | 673 | 11.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 5.9% |
| T | 36 | 5.3% |
| W | 16 | 2.4% |
| Q | 15 | 2.2% |
| I | 11 | 1.6% |
| Other values (12) | 50 | 7.4% |
Common
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 387 | |
| 9 | 328 | |
| 8 | 282 | 5.3% |
| Other values (3) | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6015 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 746 | |
| 1 | 689 | |
| 2 | 594 | |
| 7 | 490 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.7% |
| 5 | 387 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Fare
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 248 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.204208 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.0896 |
Descriptive statistics
| Standard deviation | 49.693429 |
|---|---|
| Coefficient of variation (CV) | 1.5430725 |
| Kurtosis | 33.398141 |
| Mean | 32.204208 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.7873165 |
| Sum | 28693.949 |
| Variance | 2469.4368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 0 | 15 | 1.7% |
| Other values (238) | 615 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.2% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
Embarked
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| S | |
|---|---|
| C | |
| Q |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 891 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 646 | |
| c | 168 | 18.9% |
| q | 77 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 891 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 891 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 891 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 646 | |
| C | 168 | 18.9% |
| Q | 77 | 8.6% |
FamilySize
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9046016 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6134585 |
|---|---|
| Coefficient of variation (CV) | 0.84713704 |
| Kurtosis | 9.159666 |
| Mean | 1.9046016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7274415 |
| Sum | 1697 |
| Variance | 2.6032485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 537 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.4% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.4% |
| 2 | 161 | 18.1% |
| 1 | 537 |
Title
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Mr | |
|---|---|
| Miss | |
| Mrs | |
| Master | 40 |
| Other | 16 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.7934905 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2489 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mr |
|---|---|
| 2nd row | Mrs |
| 3rd row | Miss |
| 4th row | Mrs |
| 5th row | Mr |
Common Values
| Value | Count | Frequency (%) |
| Mr | 522 | |
| Miss | 186 | 20.9% |
| Mrs | 127 | 14.3% |
| Master | 40 | 4.5% |
| Other | 16 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mr | 522 | |
| miss | 186 | 20.9% |
| mrs | 127 | 14.3% |
| master | 40 | 4.5% |
| other | 16 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 875 | |
| r | 705 | |
| s | 539 | |
| i | 186 | 7.5% |
| t | 56 | 2.2% |
| e | 56 | 2.2% |
| a | 40 | 1.6% |
| O | 16 | 0.6% |
| h | 16 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1598 | |
| Uppercase Letter | 891 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 705 | |
| s | 539 | |
| i | 186 | 11.6% |
| t | 56 | 3.5% |
| e | 56 | 3.5% |
| a | 40 | 2.5% |
| h | 16 | 1.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 875 | |
| O | 16 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2489 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 875 | |
| r | 705 | |
| s | 539 | |
| i | 186 | 7.5% |
| t | 56 | 2.2% |
| e | 56 | 2.2% |
| a | 40 | 1.6% |
| O | 16 | 0.6% |
| h | 16 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2489 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 875 | |
| r | 705 | |
| s | 539 | |
| i | 186 | 7.5% |
| t | 56 | 2.2% |
| e | 56 | 2.2% |
| a | 40 | 1.6% |
| O | 16 | 0.6% |
| h | 16 | 0.6% |
| PassengerId | Age | SibSp | Parch | Fare | FamilySize | Survived | Pclass | Sex | Embarked | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| PassengerId | 1.000 | 0.035 | -0.061 | 0.001 | -0.014 | -0.050 | 0.104 | 0.032 | 0.066 | 0.000 | 0.058 |
| Age | 0.035 | 1.000 | -0.145 | -0.217 | 0.126 | -0.183 | 0.158 | 0.265 | 0.106 | 0.151 | 0.362 |
| SibSp | -0.061 | -0.145 | 1.000 | 0.450 | 0.447 | 0.849 | 0.187 | 0.148 | 0.206 | 0.092 | 0.296 |
| Parch | 0.001 | -0.217 | 0.450 | 1.000 | 0.410 | 0.801 | 0.157 | 0.022 | 0.247 | 0.052 | 0.268 |
| Fare | -0.014 | 0.126 | 0.447 | 0.410 | 1.000 | 0.529 | 0.283 | 0.479 | 0.189 | 0.195 | 0.096 |
| FamilySize | -0.050 | -0.183 | 0.849 | 0.801 | 0.529 | 1.000 | 0.215 | 0.137 | 0.205 | 0.083 | 0.251 |
| Survived | 0.104 | 0.158 | 0.187 | 0.157 | 0.283 | 0.215 | 1.000 | 0.337 | 0.540 | 0.164 | 0.567 |
| Pclass | 0.032 | 0.265 | 0.148 | 0.022 | 0.479 | 0.137 | 0.337 | 1.000 | 0.130 | 0.258 | 0.171 |
| Sex | 0.066 | 0.106 | 0.206 | 0.247 | 0.189 | 0.205 | 0.540 | 0.130 | 1.000 | 0.111 | 0.996 |
| Embarked | 0.000 | 0.151 | 0.092 | 0.052 | 0.195 | 0.083 | 0.164 | 0.258 | 0.111 | 1.000 | 0.129 |
| Title | 0.058 | 0.362 | 0.296 | 0.268 | 0.096 | 0.251 | 0.567 | 0.171 | 0.996 | 0.129 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | FamilySize | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.00000 | 1 | 0 | A/5 21171 | 7.25000 | S | 2 | Mr |
| 1 | 2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.00000 | 1 | 0 | PC 17599 | 71.28330 | C | 2 | Mrs |
| 2 | 3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.00000 | 0 | 0 | STON/O2. 3101282 | 7.92500 | S | 1 | Miss |
| 3 | 4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.00000 | 1 | 0 | 113803 | 53.10000 | S | 2 | Mrs |
| 4 | 5 | 0 | 3 | Allen, Mr. William Henry | male | 35.00000 | 0 | 0 | 373450 | 8.05000 | S | 1 | Mr |
| 5 | 6 | 0 | 3 | Moran, Mr. James | male | 28.00000 | 0 | 0 | 330877 | 8.45830 | Q | 1 | Mr |
| 6 | 7 | 0 | 1 | McCarthy, Mr. Timothy J | male | 54.00000 | 0 | 0 | 17463 | 51.86250 | S | 1 | Mr |
| 7 | 8 | 0 | 3 | Palsson, Master. Gosta Leonard | male | 2.00000 | 3 | 1 | 349909 | 21.07500 | S | 5 | Master |
| 8 | 9 | 1 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.00000 | 0 | 2 | 347742 | 11.13330 | S | 3 | Mrs |
| 9 | 10 | 1 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.00000 | 1 | 0 | 237736 | 30.07080 | C | 2 | Mrs |
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | FamilySize | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0 | 3 | Markun, Mr. Johann | male | 33.00000 | 0 | 0 | 349257 | 7.89580 | S | 1 | Mr |
| 882 | 883 | 0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.00000 | 0 | 0 | 7552 | 10.51670 | S | 1 | Miss |
| 883 | 884 | 0 | 2 | Banfield, Mr. Frederick James | male | 28.00000 | 0 | 0 | C.A./SOTON 34068 | 10.50000 | S | 1 | Mr |
| 884 | 885 | 0 | 3 | Sutehall, Mr. Henry Jr | male | 25.00000 | 0 | 0 | SOTON/OQ 392076 | 7.05000 | S | 1 | Mr |
| 885 | 886 | 0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.00000 | 0 | 5 | 382652 | 29.12500 | Q | 6 | Mrs |
| 886 | 887 | 0 | 2 | Montvila, Rev. Juozas | male | 27.00000 | 0 | 0 | 211536 | 13.00000 | S | 1 | Other |
| 887 | 888 | 1 | 1 | Graham, Miss. Margaret Edith | female | 19.00000 | 0 | 0 | 112053 | 30.00000 | S | 1 | Miss |
| 888 | 889 | 0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | 28.00000 | 1 | 2 | W./C. 6607 | 23.45000 | S | 4 | Miss |
| 889 | 890 | 1 | 1 | Behr, Mr. Karl Howell | male | 26.00000 | 0 | 0 | 111369 | 30.00000 | C | 1 | Mr |
| 890 | 891 | 0 | 3 | Dooley, Mr. Patrick | male | 32.00000 | 0 | 0 | 370376 | 7.75000 | Q | 1 | Mr |